Generative LLMs for Synthetic Data Generation: Methods, Challenges and the Future

Advanced technologies that leverage these gigantic LLMs for the generation of task-specific training data are delved into, including methodologies, evaluation techniques, and practical applications, and the current limitations are discussed.